Ant algorithms for discrete optimization

被引:1839
|
作者
Dorigo, M
Di Caro, G
Gambardella, LM
机构
[1] Free Univ Brussels, IRIDIA, B-1050 Brussels, Belgium
[2] IDSIA, CH-6900 Lugano, Switzerland
关键词
ant algorithms; ant colony optimization; swarm intelligence; metaheuristics; natural computation;
D O I
10.1162/106454699568728
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article presents an overview of recent work on ant algorithms, that is, algorithms for discrete optimization that took inspiration from the observation of ant colonies' foraging behavior, and introduces the ant colony optimization (ACO) metaheuristic. In the first part of the article the basic biological findings on real ants are reviewed and their artificial counterparts as well as the ACO metaheuristic are defined. In the second part of the article a number of applications of ACO algorithms to combinatorial optimization and routing in communications networks are described. We conclude with a discussion of related work and of some of the most important aspects of the ACO metaheuristic.
引用
收藏
页码:137 / 172
页数:36
相关论文
共 50 条
  • [21] POPULATION DIVERSITY IN ANT-INSPIRED OPTIMIZATION ALGORITHMS
    Byrski, Aleksander
    Wegrzynski, Krzysztof
    Radwanski, Wojciech
    Starzec, Grazyna
    Starzec, Mateusz
    Bargiel, Monika
    Urbanczyk, Aleksandra
    Kisiel-Dorohinicki, Marek
    COMPUTER SCIENCE-AGH, 2021, 22 (03): : 299 - 322
  • [22] Ant colony optimization algorithms for solving transportation problems
    Kazharov, A. A.
    Kureichik, V. M.
    JOURNAL OF COMPUTER AND SYSTEMS SCIENCES INTERNATIONAL, 2010, 49 (01) : 30 - 43
  • [23] A Survey of Ant Colony Optimization Algorithms for Telecommunication Networks
    Benyahia, Ilham
    INTERNATIONAL JOURNAL OF APPLIED METAHEURISTIC COMPUTING, 2012, 3 (02) : 18 - 32
  • [24] Ant Colony Optimization Algorithms for Digital Device Diagnostics
    Speranskii, D. V.
    AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2015, 49 (02) : 82 - 87
  • [25] A software model to prototype ant colony optimization algorithms
    Tavares Neto, Roberto Fernandes
    Godinho Filho, Moacir
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (01) : 249 - 259
  • [26] The Automatic Design of Multiobjective Ant Colony Optimization Algorithms
    Lopez-Ibanez, Manuel
    Stuetzle, Thomas
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2012, 16 (06) : 861 - 875
  • [27] New approaches to evaporation in ant colony optimization algorithms
    Foundas, E.
    Vlachos, A.
    JOURNAL OF INTERDISCIPLINARY MATHEMATICS, 2006, 9 (01) : 179 - 184
  • [28] Ant Colony Optimization Algorithms for Shortest Path Problems
    Kolavali, Sudha Rani
    Bhatnagar, Shalabh
    NETWORK CONTROL AND OPTIMIZATION, 2009, 5425 : 37 - 44
  • [29] Ant colony optimization algorithms for solving transportation problems
    A. A. Kazharov
    V. M. Kureichik
    Journal of Computer and Systems Sciences International, 2010, 49 : 30 - 43
  • [30] A New Parameter Adaptation Method for Genetic Algorithms and Ant Colony Optimization Algorithms
    Byerly, Adam
    Uskov, Alexander
    2016 IEEE INTERNATIONAL CONFERENCE ON ELECTRO INFORMATION TECHNOLOGY (EIT), 2016, : 668 - 673